• Title/Summary/Keyword: Language Economy

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Stock prediction using combination of BERT sentiment Analysis and Macro economy index

  • Jang, Euna;Choi, HoeRyeon;Lee, HongChul
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.5
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    • pp.47-56
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    • 2020
  • The stock index is used not only as an economic indicator for a country, but also as an indicator for investment judgment, which is why research into predicting the stock index is ongoing. The task of predicting the stock price index involves technical, basic, and psychological factors, and it is also necessary to consider complex factors for prediction accuracy. Therefore, it is necessary to study the model for predicting the stock price index by selecting and reflecting technical and auxiliary factors that affect the fluctuation of the stock price according to the stock price. Most of the existing studies related to this are forecasting studies that use news information or macroeconomic indicators that create market fluctuations, or reflect only a few combinations of indicators. In this paper, this we propose to present an effective combination of the news information sentiment analysis and various macroeconomic indicators in order to predict the US Dow Jones Index. After Crawling more than 93,000 business news from the New York Times for two years, the sentiment results analyzed using the latest natural language processing techniques BERT and NLTK, along with five macroeconomic indicators, gold prices, oil prices, and five foreign exchange rates affecting the US economy Combination was applied to the prediction algorithm LSTM, which is known to be the most suitable for combining numeric and text information. As a result of experimenting with various combinations, the combination of DJI, NLTK, BERT, OIL, GOLD, and EURUSD in the DJI index prediction yielded the smallest MSE value.

A Methodological Study on Ecological Economic Evaluation of a Multipurpose Dam Construction Using Emergy Concept (에머지(Emergy) 개념을 이용한 다목적댐 건설의 생태경제학적인 평가방법에 관한 연구)

  • Kang, Dee Seok;Park, Seok Soon
    • Journal of Environmental Impact Assessment
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    • v.8 no.2
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    • pp.45-51
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    • 1999
  • Emergy concept was used to evaluate the contributions of a dam construction to the real wealth of our economy. A dam that is proposed as a multi-purpose dam was used to illustrate emergy evaluation methodology. Models for emergy evaluation were constructed with energy systems language, a symbolic modeling language which presents network properties of systems holistically. Water supply was the most important contribution in terms of emergy, which reflects that the dam is proposed for stable water supply to a local region. Generation of electricity was the second in emergy benefits of the dam. Emergy costs were more evenly distributed among the costs which would occur as a result of the dam construction. Emergy yield ratio was 1.30 if sediments are not included, and 1.15 if sediments are included, which results in net yield in both cases. The ratio would, however, fall below 1.0 if rare species within the system boundary are lost as a result of the dam construction because of the high emergy value included in biotic species, which means that emergy costs will be greater than emergy benefits. This study illustrated a new methodology in environmental impact assessment to better manage our environments in an age of diminishing resources.

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East Asian Trade Flows of Cultural Goods: A Gravity Model Approach

  • Yu, Shasha;Park, Eui Burm
    • Asia-Pacific Journal of Business
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    • v.2 no.1
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    • pp.49-73
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    • 2011
  • With the market evaluation of economic globalization exchanges between different cultures, cultural trade has been developing at an accelerated speed, and also playing an important role in East Asian intra-regional trade. In this research the author used gravity trade model to explain the causal relationship between dependent variable trade flows and several independent variables applying with five categories cultural goods which classified in HS codes. Firstly for cultural heritage trade flow, the results indicated that economic masses of bilateral countries have no significant influences on it; GDP per capita of host country and adjacency factor with partner country have significant negative influences on it; Internet coverage ratio has improved cultural heritages exchanges in East Asian regions. Secondly for printed matter cultural goods trade flow, the distance factor has significant negative influence but common language has significant positive influence on it. Thirdly for recorded media cultural goods, only economic masses and GDP per capita of bilateral countries can improved their trade flows. Fourthly for visual arts cultural products trade flows, almost all variables we tested have significant influences on it. Fifthly for cinema photography cultural goods trade flow, the influenced factor are same with cultural heritage products except they have strong positive interaction relationship with economic masses and common language. At last, the paper figured out some important and potential sectors for cultural goods trade in East Asia and gave some suggestions to government and cultural goods product enterprises.

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Against the Asymmetric CP- V2 Analysis of Old English

  • Yoon, Hee-Cheol
    • Korean Journal of English Language and Linguistics
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    • v.4 no.2
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    • pp.117-149
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    • 2004
  • The paper is to argue against the asymmetric CP-V2 analysis of Old English, according to which finite verbs invariably undergo movement into a clause-final T within subordinate clauses and reach the functional head C within main clauses. The asymmetric CP-V2 analysis, first of all, faces difficulty in explaining a wide range of post-verbal elements within subordinate clauses. To resolve the problem, the analysis has to abandon the obligatoriness of V-to-T movement or introduce various types of extraposition whose status is dubious as a legitimate syntactic operation. Obligatory V-to-T movement in Old English lacks conceptual justification as well. Crosslinguistic evidence reveals that morphological richness in verbal inflection cannot entail overt verb movement. Moreover, the operation is always string-vacuous under the asymmetric CP- V2 analysis and has no effect at the interfaces, in violation of the principle of economy. The distribution of Old English finite verbs in main clauses also undermines the asymmetric CP-V2 analysis. Conceptually speaking, a proper syntactic trigger cannot be confirmed to motivate obligatory verb movement to C. The operation not only gets little support from nominative Case marking, the distribution of expletives, or complementizer agreement but also requires the unconvincing stipulation that expletives as well as sentence-initial subjects result from string-vacuous topicalization. Finally, textual evidence testifies that Old English sometimes permits non-V2 ordering patterns, many of which remain unexplained under the asymmetric CP-V2 analysis.

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Thoughts on the Culture of Post-80s Generation and Newly Created Words (중국어 신조어와 '80후(後)'의 문화 소고(小考))

  • Kim, Soon-Jin;Han, Yong-Su
    • Cross-Cultural Studies
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    • v.39
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    • pp.355-380
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    • 2015
  • China has been experiencing a series of changes after gradually opening up its society. Such changes have now seeped into almost every sector of the society, leading to overall change. While the political system has been maintained without much change, the structure of life for Chinese has undergone a shift, especially in the sectors related to industry or the economy. The Chinese have adopted capitalism in their own way, leading to fast growth in their industries. Those who were born in the 1980s amidst such change (so-called the post-80s generation) are now playing a major role in Chinese society. Understanding this generation can help understand some of the most important phenomena in today's China. Therefore the language used by this generation is in particular meaningful as language often reflects the society it is used in. This study focuses on the newly created words arising from the lifestyles of the post-80s generation to better understand how the China's move towards a more open society over the past three decades have brought about changes. The work culture and consumption styles of the post-80s generation are also showing some collective characteristics. As such, a review of newly created Chinese words related to this generation is expected to increase understanding of the overall Chinese society and Chinese culture of today.

Benjaminian Ruskin: Redemptive Myth and Modernity

  • Sohn, Jitae
    • Journal of English Language & Literature
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    • v.55 no.6
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    • pp.937-959
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    • 2009
  • The Queen of the Air, John Ruskin-s highly elliptical publication of 1869, elaborates a complex mythology as a way of responding to the prevalence of scientific thinking, widespread environmental degradation, the pernicious effects of political economy, and mechanistic labor. Benjamin-s desire to rescue human experience from prevailing scientific conceptions is reminiscent of Ruskin-s fear that the peculiar power that shapes the unities of the natural world is simultaneously being "beaten down by the philosophers into a metal or evolved by them into a gas" and obscured by the dreams and theories of philosophers and theologians. As a critic remarks, in Benjamin-s-and, we would add, Ruskin-s-view, "what the modern era lacked was a basis for continuity which would prevent experience from disintegrating into a desultory and meaningless series of events." Despite its frenetic hyper-associativity, then, The Queen of the Air contains a key element that Benjamin believes is necessary for "redemption": the desire for a new form of consciousness that recognizes links to the past and thus to the longings and dreams of our forebears. Thus, although Ruskin most immediately influences Proust, who in turn influences Benjamin, Benjamin-s thought is far more Ruskinian than critics have heretofore observed. Just as Benjamin helps us make sense of the ways in which The Queen of the Air is caught in the grip of the shocking associativity of modern life, so Ruskin assists us in discerning similar impulses in Benjamin-s attraction to a form of archaic consciousness that can, by altering the modern form of perception, reenchant the present.

Strangers and Hospitality in Mary Shelley's Frankenstein (메어리 셸리의 『프랑켄슈타인』에 나타난 이방인과 환대의 문제)

  • Oh, Bonghee
    • Journal of English Language & Literature
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    • v.57 no.1
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    • pp.51-72
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    • 2011
  • This paper explores the issue of strangers and of hospitality in Mary Shelley's Frankenstein, based on Kant's concept of hospitality as "the right of a stranger" and on Derrida's discussion of hospitality. It first examines the similarities between the domestic relations within the Frankenstein family and Frankenstein's relation to the monster: an effort to create unity out of a multiplicity of elements, and what can be called a "debt economy." Then, reading the animation scene of the monster as a version of the advent of a stranger, it deals with the question of hospitality. More specifically, the arrival of Clerval immediately follows the animation of the monster because it effectively dramatizes the paradox that there is no hospitality without hostility. The opposition and the apposition between hospitality and hostility are also seen in the De Lacey family's welcoming Safie and rejecting the monster. Frankenstein's failure and the De Lacey family's failure to welcome the monster show that hospitality as "right" exemplified by Kantian hospitality does not apply to a stranger like the monster who has neither name nor relation and who is categorized into what Derrida terms "an absolute other." This paper also looks at Safie's problematic subversion against her father, which loses its subversive charge in the context of racial relations between Turkish Mahometans and European Christians. Safie's father looms large in the context of the issue of hospitality because his episode suggests that the category of race causes hospitality to malfunction.

Shakespeare and Food: Examples of Sir Thomas More, Coriolanus, and Pericles (셰익스피어와 음식-『토마스 모어 경』, 『코리올레이너스』, 『페리클리즈』를 중심으로)

  • Han, Younglim
    • Journal of English Language & Literature
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    • v.57 no.4
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    • pp.651-674
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    • 2011
  • This paper approaches Sir Thomas More, Coriolanus, Pericles in terms of the relationship of food to national identity. These three plays examine ways in which food is essential to what constitutes English national identity, and food shortages give rise to riots thereby throwing everyday life into disorder. In Sir Thomas More food shortages are caused by foreign foodstuff and foreign habits of consumption. Rioting Londoners fear that the European foreigners' strange dietary habits would do harm on English food, the English body and English economy. In Coriolanus starvation is the primary trigger for the enmity between the senators and citizens. Menenius employs the fable of the belly to quell the hungry citizens' anger and to emphasize the senators' role as a store of nutrition to feed the body, that is, the citizens. Coriolanus' contempt for the body's need comes to a devastating end. In Pericles the famine is brought about by the gluttonous consumption of specific foods. The problem of greedy consumption becomes that of living in the cannibalistic situation where mothers are willing to eat their children and married couples one another. Pericles feeds the hungry people with bread, and is also saved from starvation by the fishermen after shipwreck. In this way the three plays provide the examples of Shakespeare's notion on healthy food and feeding.

Conflict Analysis in Construction Project with Unstructured Data: A Case Study of Jeju Naval Base Project in South Korea

  • Baek, Seungwon;Han, Seung Heon;Lee, Changjun;Jang, Woosik;Ock, Jong Ho
    • International conference on construction engineering and project management
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    • 2017.10a
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    • pp.291-296
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    • 2017
  • Infrastructure development as national project suffers from social conflict which is one of main risk to be managed. Social conflicts have a negative impact on not only the social integration but also the national economy as they require enormous social costs to be solved. Against this backdrop, this study analyzes social conflict using articles published by online news media based on web-crawling and natural language processing (NLP) techniques. As an illustrative case, the Jeju Naval Base (JNB) project which is one of representative conflict case in South Korea is analyzed. Total of 21,788 articles and representative keywords are identified annually. Additionally, comparative analysis is conducted between the extracted keywords and actual events occurred during the project. The authors explain actual events in the JNB project based on the extracted words by the year. This study contributes to analyze social conflict and to extract meaningful information from unstructured data.

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Corporate Cultural Adaptation for the Job Performance of Chinese Employees in Korea (중국인 근로자의 직무성과 향상을 위한 기업문화 적응에 관한 연구)

  • Park, Chong-Don
    • International Commerce and Information Review
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    • v.12 no.3
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    • pp.145-166
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    • 2010
  • Chinese employees in Korea have been the leading workers, about 260,000 of 700,000(3% of total employees), in our foreigner's job market. The corporate cultural adaptation of Chinese people is very important to the corporate productivity as well as the Korea economy. The objectives of this paper are to compare the corporate cultural adaptation and job performance of Chinese employees in Korea and to propose the efficient business policies for firm employing Chinese. The propositions could be summarized that language skills and pre-training are positive to the corporate cultural adaptation. This adaptation improved the job performance as a role of motivators in their firms. The job satisfaction and job involvement based on the corporate cultural adaptation are positive relationship to the job performance.

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